메뉴 건너뛰기




Volumn 209, Issue , 2012, Pages 255-262

Genetic algorithm model development for prediction of main products in thermal cracking of naphtha: Comparison with kinetic modeling

Author keywords

Genetic algorithm; Kinetic modeling; Thermal cracking

Indexed keywords

ACCURATE ESTIMATION; ALGORITHM MODEL; CONVENTIONAL METHODS; EMPIRICAL MODEL; FREE RADICAL CHAIN REACTION; GENETIC ALGORITHM (GAS); GENETIC-ALGORITHM OPTIMIZATIONS; KINETIC MODELING; KINETIC MODELS; KINETIC STUDY; MATHEMATICAL METHOD; MODEL PARAMETERS; NEW APPLICATIONS; OPERATING CONDITION; POLYNOMIAL MODELS; PRODUCT YIELDS; STATISTICAL APPROACH; THERMAL CRACKER; THERMAL CRACKING;

EID: 84865539632     PISSN: 13858947     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cej.2012.07.130     Document Type: Article
Times cited : (55)

References (35)
  • 1
    • 3142637235 scopus 로고    scopus 로고
    • The combined simulation of heat transfer and pyrolysis reactions in industrial cracking furnaces
    • Niaei A., Towfighi J., Sadrameli S.M., Karimzadeh R. The combined simulation of heat transfer and pyrolysis reactions in industrial cracking furnaces. Appl. Therm. Eng. 2004, 24:2251-2265.
    • (2004) Appl. Therm. Eng. , vol.24 , pp. 2251-2265
    • Niaei, A.1    Towfighi, J.2    Sadrameli, S.M.3    Karimzadeh, R.4
  • 2
    • 18844413581 scopus 로고    scopus 로고
    • Systematics and modeling representations of naphtha thermal cracking for olefin production
    • Sadrameli S.M., Green A.E.S. Systematics and modeling representations of naphtha thermal cracking for olefin production. J. Anal. Appl. Pyrol. 2005, 73:305-313.
    • (2005) J. Anal. Appl. Pyrol. , vol.73 , pp. 305-313
    • Sadrameli, S.M.1    Green, A.E.S.2
  • 3
    • 33645981301 scopus 로고    scopus 로고
    • Systematics and modelling representations of LPG thermal cracking for olefin production
    • Towfighi J., Niaei A., Karimzadeh R., Saedi G. Systematics and modelling representations of LPG thermal cracking for olefin production. Korean J. Chem. Eng. 2006, 23:8.
    • (2006) Korean J. Chem. Eng. , vol.23 , pp. 8
    • Towfighi, J.1    Niaei, A.2    Karimzadeh, R.3    Saedi, G.4
  • 4
    • 0026878414 scopus 로고
    • Kinetics and reactor design in the thermal cracking for olefins production
    • Froment G.F. Kinetics and reactor design in the thermal cracking for olefins production. Chem. Eng. Sci. 1992, 47:2163-2177.
    • (1992) Chem. Eng. Sci. , vol.47 , pp. 2163-2177
    • Froment, G.F.1
  • 6
    • 0035854610 scopus 로고    scopus 로고
    • Modeling and optimization of the combined carbon dioxide reforming and partial oxidation of natural gas
    • Larentis A.L., Resende N.S., Salim V.M.M., Pinto J.C. Modeling and optimization of the combined carbon dioxide reforming and partial oxidation of natural gas. Appl. Catal. A 2001, 215:211-224.
    • (2001) Appl. Catal. A , vol.215 , pp. 211-224
    • Larentis, A.L.1    Resende, N.S.2    Salim, V.M.M.3    Pinto, J.C.4
  • 7
    • 3042685218 scopus 로고    scopus 로고
    • Adjustment of the band gap energies of biostabilized CdS nanoparticles by application of statistical design of experiments
    • Barglik-Chory C., Strohm C.R.H., Muller G. Adjustment of the band gap energies of biostabilized CdS nanoparticles by application of statistical design of experiments. J. Phys. Chem. B 2004, 108:7637-7640.
    • (2004) J. Phys. Chem. B , vol.108 , pp. 7637-7640
    • Barglik-Chory, C.1    Strohm, C.R.H.2    Muller, G.3
  • 8
    • 24344459137 scopus 로고    scopus 로고
    • Optimization of CCVD synthesis conditions for single-wall carbon nanotubes by statistical design of experiments (DoE)
    • Kukovecz A., Mehn D., Nemes-Nagy E., Szabo R., Kiricsi I. Optimization of CCVD synthesis conditions for single-wall carbon nanotubes by statistical design of experiments (DoE). Carbon 2005, 43:2842-2849.
    • (2005) Carbon , vol.43 , pp. 2842-2849
    • Kukovecz, A.1    Mehn, D.2    Nemes-Nagy, E.3    Szabo, R.4    Kiricsi, I.5
  • 9
    • 84155180830 scopus 로고    scopus 로고
    • Box-Behnken design optimization of Acid Black 1 dye biosorption by different brown macroalgae
    • Kousha M., Daneshvar E., Dopeikar H., Taghavi D., Bhatnagar A. Box-Behnken design optimization of Acid Black 1 dye biosorption by different brown macroalgae. Chem. Eng. J. 2012, 179:158-168.
    • (2012) Chem. Eng. J. , vol.179 , pp. 158-168
    • Kousha, M.1    Daneshvar, E.2    Dopeikar, H.3    Taghavi, D.4    Bhatnagar, A.5
  • 10
    • 80755181050 scopus 로고    scopus 로고
    • Application of response surface methodology for optimization of heavy metal biosorption using surfactant modified chitosan bead
    • Sarkar M., Majumdar P. Application of response surface methodology for optimization of heavy metal biosorption using surfactant modified chitosan bead. Chem. Eng. J. 2011, 175:376-387.
    • (2011) Chem. Eng. J. , vol.175 , pp. 376-387
    • Sarkar, M.1    Majumdar, P.2
  • 11
    • 77955712872 scopus 로고    scopus 로고
    • Comparing the catalytic performances of mixed molybdenum with cerium and lanthanide oxides supported on HZSM-5 by multiobjective optimization of catalyst compositions using nondominated sorting genetic algorithm
    • Keyvanloo K., Towfighi J. Comparing the catalytic performances of mixed molybdenum with cerium and lanthanide oxides supported on HZSM-5 by multiobjective optimization of catalyst compositions using nondominated sorting genetic algorithm. J. Anal. Appl. Pyrol. 2010, 88:140.
    • (2010) J. Anal. Appl. Pyrol. , vol.88 , pp. 140
    • Keyvanloo, K.1    Towfighi, J.2
  • 12
    • 0037039698 scopus 로고    scopus 로고
    • Identification of kinetic models of heterogenously catalyzed reactions
    • Zamostny P., Belohlav Z. Identification of kinetic models of heterogenously catalyzed reactions. Appl. Catal. A - Gen. 2002, 225:291-299.
    • (2002) Appl. Catal. A - Gen. , vol.225 , pp. 291-299
    • Zamostny, P.1    Belohlav, Z.2
  • 13
    • 76449093402 scopus 로고    scopus 로고
    • Hybrid training approach for artificial neural networks using genetic algorithms for rate of reaction estimation: application to industrial methanol oxidation to formaldehyde on silver catalyst
    • Filho A.C.P., Filho R.M. Hybrid training approach for artificial neural networks using genetic algorithms for rate of reaction estimation: application to industrial methanol oxidation to formaldehyde on silver catalyst. Chem. Eng. J. 2010, 157:501-508.
    • (2010) Chem. Eng. J. , vol.157 , pp. 501-508
    • Filho, A.C.P.1    Filho, R.M.2
  • 14
    • 77954423794 scopus 로고    scopus 로고
    • Experimental study and optimization of heavy liquid hydrocarbon thermal cracking to light olefins by response surface methodology
    • Sedighi M., Keyvanloo K., Towfighi J. Experimental study and optimization of heavy liquid hydrocarbon thermal cracking to light olefins by response surface methodology. Korean J. Chem. Eng. 2010, 27:1170.
    • (2010) Korean J. Chem. Eng. , vol.27 , pp. 1170
    • Sedighi, M.1    Keyvanloo, K.2    Towfighi, J.3
  • 15
    • 84857690914 scopus 로고    scopus 로고
    • Modeling adsorption of sodium dodecyl benzene sulfonate (SDBS) onto polyaniline (PANI) by using multi linear regression and artificial neural networks
    • Ozdemir Utkan., Ozbay Bilge., Veli Sevil., Zor Sibel. Modeling adsorption of sodium dodecyl benzene sulfonate (SDBS) onto polyaniline (PANI) by using multi linear regression and artificial neural networks. Chem. Eng. J. 2011, 178:183-190.
    • (2011) Chem. Eng. J. , vol.178 , pp. 183-190
    • Ozdemir, U.1    Ozbay, B.2    Veli, S.3    Zor, S.4
  • 16
    • 34248525628 scopus 로고    scopus 로고
    • Modeling of thermal cracking of LPG: application of artificial neural network in prediction of the main product yields
    • Nabavi R., Niaei A., Salari D., Towfighi J. Modeling of thermal cracking of LPG: application of artificial neural network in prediction of the main product yields. J. Anal. Appl. Pyrol. 2007, 80:175-181.
    • (2007) J. Anal. Appl. Pyrol. , vol.80 , pp. 175-181
    • Nabavi, R.1    Niaei, A.2    Salari, D.3    Towfighi, J.4
  • 17
    • 78349311965 scopus 로고    scopus 로고
    • Development of a neural network model for selective catalytic reduction (SCR) catalytic converter and ammonia dosing optimization using multi objective genetic algorithm
    • Faghihi E.M., Shamekhi A.H. Development of a neural network model for selective catalytic reduction (SCR) catalytic converter and ammonia dosing optimization using multi objective genetic algorithm. Chem. Eng. J. 2010, 165:508-516.
    • (2010) Chem. Eng. J. , vol.165 , pp. 508-516
    • Faghihi, E.M.1    Shamekhi, A.H.2
  • 18
    • 79952795758 scopus 로고    scopus 로고
    • Modeling of thermal cracking of heavy liquid hydrocarbon: application of kinetic modeling, artificial neural network, and neuro-fuzzy models
    • Sedighi M., Keyvanloo K., Towfighi J. Modeling of thermal cracking of heavy liquid hydrocarbon: application of kinetic modeling, artificial neural network, and neuro-fuzzy models. Ind. Eng. Chem. Res. 2011, 50:1536-1547.
    • (2011) Ind. Eng. Chem. Res. , vol.50 , pp. 1536-1547
    • Sedighi, M.1    Keyvanloo, K.2    Towfighi, J.3
  • 19
    • 53849103655 scopus 로고    scopus 로고
    • Optimal hydrogen production through revamping a naphtha-reforming unit: catalyst deactivation
    • Tailleur R.G., Davila Y. Optimal hydrogen production through revamping a naphtha-reforming unit: catalyst deactivation. Energy Fuels 2008, 22:2892-2901.
    • (2008) Energy Fuels , vol.22 , pp. 2892-2901
    • Tailleur, R.G.1    Davila, Y.2
  • 21
    • 40749151060 scopus 로고    scopus 로고
    • Hybrid genetic algorithm to find the best model and the globally optimized overall kinetics parameters for thermal decomposition of plastics
    • Saha B.P., Reddy K., Ghoshal A.K. Hybrid genetic algorithm to find the best model and the globally optimized overall kinetics parameters for thermal decomposition of plastics. Chem. Eng. J. 2008, 138:20-29.
    • (2008) Chem. Eng. J. , vol.138 , pp. 20-29
    • Saha, B.P.1    Reddy, K.2    Ghoshal, A.K.3
  • 22
    • 12344323769 scopus 로고    scopus 로고
    • Automatic modelling of reaction systems using genetic algorithms and its application to chemical vapour deposition processes: advanced utilizations of simulators for chemical systems
    • Takahashi T., Funatsu K., Ema Y. Automatic modelling of reaction systems using genetic algorithms and its application to chemical vapour deposition processes: advanced utilizations of simulators for chemical systems. Meas. Sci. Technol. 2005, 16:278-284.
    • (2005) Meas. Sci. Technol. , vol.16 , pp. 278-284
    • Takahashi, T.1    Funatsu, K.2    Ema, Y.3
  • 24
    • 28044461957 scopus 로고    scopus 로고
    • Genetic algorithms for parameter estimation in mathematical modeling of glucose metabolism
    • Morbiducci U., Tura A., Grigioni M. Genetic algorithms for parameter estimation in mathematical modeling of glucose metabolism. Comput. Biol. Med. 2005, 35:862-874.
    • (2005) Comput. Biol. Med. , vol.35 , pp. 862-874
    • Morbiducci, U.1    Tura, A.2    Grigioni, M.3
  • 25
    • 2442529745 scopus 로고    scopus 로고
    • Modeling of a reaction network and its optimization by genetic algorithm
    • Majumdar Saptarshi, Mitra Kishalay Modeling of a reaction network and its optimization by genetic algorithm. Chem. Eng. J. 2004, 100:109-118.
    • (2004) Chem. Eng. J. , vol.100 , pp. 109-118
    • Majumdar, S.1    Mitra, K.2
  • 26
    • 77249158805 scopus 로고    scopus 로고
    • Investigating the effect of key factors, their interactions and optimization of naphtha steam cracking by statistical design of experiments
    • Keyvanloo K., Towfighi J., Sadrameli S.M., Mohamadalizade A. Investigating the effect of key factors, their interactions and optimization of naphtha steam cracking by statistical design of experiments. J. Anal. Appl. Pyrol. 2010, 87:224.
    • (2010) J. Anal. Appl. Pyrol. , vol.87 , pp. 224
    • Keyvanloo, K.1    Towfighi, J.2    Sadrameli, S.M.3    Mohamadalizade, A.4
  • 29
    • 18844420124 scopus 로고    scopus 로고
    • On the mechanism of coke formation in steam cracking-conclusions from results obtained by tracer experiments
    • Kopinke F.D., Zimmermann G., Nowak S. On the mechanism of coke formation in steam cracking-conclusions from results obtained by tracer experiments. Carbon 1996, 56:117-124.
    • (1996) Carbon , vol.56 , pp. 117-124
    • Kopinke, F.D.1    Zimmermann, G.2    Nowak, S.3
  • 30
    • 0036772055 scopus 로고    scopus 로고
    • Coke formation mechanisms and coke inhibiting methods in pyrolysis furnaces
    • Niaei A., Towfighi J., Sadrameli S.M. Coke formation mechanisms and coke inhibiting methods in pyrolysis furnaces. J. Chem. Eng. Jpn. 2002, 35:923-937.
    • (2002) J. Chem. Eng. Jpn. , vol.35 , pp. 923-937
    • Niaei, A.1    Towfighi, J.2    Sadrameli, S.M.3
  • 32
    • 66149191973 scopus 로고    scopus 로고
    • Multi-Objective Optimization: Techniques and Applications in Chemical Engineering
    • World Scientific, Singapore
    • Rangaiah G.P. Multi-Objective Optimization: Techniques and Applications in Chemical Engineering. Advances in Process Systems Engineering 2009, vol. 1. World Scientific, Singapore.
    • (2009) Advances in Process Systems Engineering , vol.1
    • Rangaiah, G.P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.